US12444279B2 - Method and apparatus for processing payments for products in unmanned store - Google Patents
Method and apparatus for processing payments for products in unmanned storeInfo
- Publication number
- US12444279B2 US12444279B2 US18/847,342 US202318847342A US12444279B2 US 12444279 B2 US12444279 B2 US 12444279B2 US 202318847342 A US202318847342 A US 202318847342A US 12444279 B2 US12444279 B2 US 12444279B2
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- United States
- Prior art keywords
- products
- product
- scanned
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- zone
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q20/00—Payment architectures, schemes or protocols
- G06Q20/08—Payment architectures
- G06Q20/18—Payment architectures involving self-service terminals [SST], vending machines, kiosks or multimedia terminals
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B07—SEPARATING SOLIDS FROM SOLIDS; SORTING
- B07C—POSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
- B07C5/00—Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
- B07C5/34—Sorting according to other particular properties
- B07C5/3412—Sorting according to other particular properties according to a code applied to the object which indicates a property of the object, e.g. quality class, contents or incorrect indication
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01G—WEIGHING
- G01G19/00—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups
- G01G19/40—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight
- G01G19/413—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means
- G01G19/414—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means using electronic computing means only
- G01G19/4144—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means using electronic computing means only for controlling weight of goods in commercial establishments, e.g. supermarket, P.O.S. systems
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06K—GRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
- G06K7/00—Methods or arrangements for sensing record carriers, e.g. for reading patterns
- G06K7/10—Methods or arrangements for sensing record carriers, e.g. for reading patterns by electromagnetic radiation, e.g. optical sensing; by corpuscular radiation
- G06K7/14—Methods or arrangements for sensing record carriers, e.g. for reading patterns by electromagnetic radiation, e.g. optical sensing; by corpuscular radiation using light without selection of wavelength, e.g. sensing reflected white light
- G06K7/1404—Methods for optical code recognition
- G06K7/1408—Methods for optical code recognition the method being specifically adapted for the type of code
- G06K7/1413—1D bar codes
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q20/00—Payment architectures, schemes or protocols
- G06Q20/08—Payment architectures
- G06Q20/20—Point-of-sale [POS] network systems
- G06Q20/208—Input by product or record sensing, e.g. weighing or scanner processing
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- G—PHYSICS
- G07—CHECKING-DEVICES
- G07G—REGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
- G07G1/00—Cash registers
- G07G1/0036—Checkout procedures
- G07G1/0045—Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader
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- G—PHYSICS
- G07—CHECKING-DEVICES
- G07G—REGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
- G07G1/00—Cash registers
- G07G1/0036—Checkout procedures
- G07G1/0045—Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader
- G07G1/0054—Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader with control of supplementary check-parameters, e.g. weight or number of articles
- G07G1/0072—Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader with control of supplementary check-parameters, e.g. weight or number of articles with means for detecting the weight of the article of which the code is read, for the verification of the registration
Definitions
- the present disclosure relates to an unmanned store product checkout method and device.
- An aspect of the present disclosure is to provide a product checkout method in an unmanned store.
- an aspect of the present disclosure is to quickly and accurately perform a product checkout by increasing product recognition rate through artificial intelligence learning data.
- an aspect of the present disclosure is to reduce store operation management costs through personnel reduction.
- an unmanned store product checkout device may include a conveying unit that conveys products a user wants to purchase to scan the products, a product recognition unit provided at a first point where the conveyance of products is started by the conveying unit to recognize that products have been placed on the conveying unit so as to start the operation of the conveying unit, a scanning unit provided to be separated from the conveying unit by a preset distance so as to scan barcodes and images of products conveyed by the conveying unit, a weight sensor provided on a lower side of the conveying unit to measure weights for verifying the scanned products, a processor that identifies the products using artificial intelligence learning data based on the barcodes and images of the products scanned through the scanning unit and the weights of the products measured through the weight sensor, a product sorting unit provided at a second point where the conveyance of products is ended by the conveying unit to sort the products into a first zone or a second zone based on a result of identifying the
- the scanning unit may include a barcode scanner that recognizes barcodes of the products, and an image scanner that scans images of the products to acquire image information.
- the processor may identify, when barcodes are recognized, the products as scanned products corresponding to identification information included in the barcodes, acquire, when the barcodes are not recognized, products names and text strings from the image information, and identify the products as scanned products based on the image information, product names, and text strings using artificial intelligence learning data, compare weights of the products measured using the weight sensor with weight information included in the product information corresponding to the scanned products, transmit, when the products are verified as the scanned products as a result of the comparison, a first signal instructing the scanned products to be sent to a user to the product sorting unit, and transmit, when the products are not identified as the scanned products or are verified as not the scanned products as a result of the comparison, a second signal instructing the products to be sent to an administrator to the product sorting unit.
- the conveying unit may not operate when it is not recognized that a product has been placed thereon through the product recognition unit, operate, when it is recognized that a product has been placed thereon, to convey the product, and stop its operation when it is not recognized that another product has been placed until a preset period of time has elapsed subsequent to being recognized that a product has been placed through the product recognition unit.
- an unmanned store product checkout method may include receiving user information from a user terminal, recognizing products placed on a conveying unit through a product recognition unit, scanning, when the products are recognized, the products conveyed by the conveying unit through a scanning unit, verifying the products based on a result of scanning the products, and sorting the products through a product sorting unit so as to allow the products to be sent to a user or administrator according to a result of the verification, calculating a total price by adding up prices of the sorted products through a checkout unit, and providing the total price to the user terminal.
- the scanning of the products may include scanning, when barcode of the products are recognized, the barcodes to acquire scanned product information corresponding to the barcodes, scanning, when the barcodes of the products are not recognized, entire images of the products to acquire image information, designating, when the barcodes of the products are not recognized or the image information of the products is not acquired, the products as unchecked products, and acquiring, when the barcodes of the products are not recognized subsequent to the scanning of the products, product names of the products from the image information, and acquiring scanned product information corresponding to products for which image information has been acquired based on the image information and the product names using artificial intelligence learning data, wherein the artificial intelligence learning data includes data learned from sizes of products, product names, and weights of products to be sold in an unmanned store.
- the sorting of the scanned products may include measuring weights of the products using a weight sensor, comparing the weight information of the scanned products included in the scanned product information with the measured weights of the products, sorting, when the products are verified as the scanned products as a result of the comparison, the products into a first zone so as to be sent to a user, and sorting, when the products are verified as different products as a result of the comparison or when the products are unchecked products, the products into a second zone so as to be sent to an administrator, and transmitting a number of products sorted into the second zone, device information, and the user information to an administrator terminal.
- the calculating of the total price may include recognizing that all products sorted into the first zone or the second zone have been purchased by the user, and calculating a third price by adding up both a first price, which is a sum of prices of the products sorted into the first zone and a second price, which is a sum of prices of the products sorted into the second zone.
- the receiving of the user information may include receiving the user's membership information generated using the user information, and subsequent to the providing of the total price, accumulating, when the user's payment for the products is completed, purchase points corresponding to the third price in member points included in the member information.
- the accumulating of the purchase points may assign additional purchase points at a preset first ratio corresponding to a ratio of a number of products whose barcodes are recognized through the scanning unit to a number of products purchased by the user, and the providing of the total price may provide a fourth price with a discount rate of a preset second ratio corresponding to a section including the membership points applied to the third price to the user terminal.
- a product checkout method in an unmanned store may be provided.
- product recognition rate may be increased through artificial intelligence learning data to quickly and accurately perform a product checkout.
- store operation management costs may be reduced by personnel reduction.
- FIGS. 1 and 2 are drawings showing a configuration of an unmanned store product checkout device according to one embodiment of the present disclosure.
- FIG. 3 is a block diagram showing a configuration of a scanning unit in an unmanned store product checkout device according to one embodiment of the present disclosure.
- FIG. 4 is a drawing showing a user movement path and an administrator's position in an unmanned store product checkout device according to one embodiment of the present disclosure.
- FIG. 5 is a block diagram showing entities for an unmanned store product checkout according to one embodiment of the present disclosure.
- FIG. 6 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- FIG. 7 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- FIG. 8 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- FIG. 9 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- FIG. 10 is a diagram showing a computer system according to one embodiment of the present disclosure.
- FIGS. 1 and 2 are drawings showing a configuration of an unmanned store product checkout device according to one embodiment of the present disclosure.
- FIG. 1 is a diagram showing a shape of an unmanned store product checkout device according to one embodiment of the present disclosure.
- FIG. 2 is a block diagram showing a configuration of an unmanned store product checkout device according to one embodiment of the present disclosure.
- an unmanned store product device may include a conveying unit 110 , a product recognition unit 120 , a scanning unit 130 , a weight sensor 140 , a product sorting unit 150 , a processor 210 , and a checkout unit 220 .
- the conveying unit may convey a product a user wants to purchase to scan the product.
- the product recognition unit may be provided at a first point where the conveyance of products is started by the conveying unit to recognize that products have been placed on the conveying unit so as to start the operation of the conveying unit.
- the scanning unit may be provided to be separated from the conveying unit by a preset distance so as to scan barcodes and images of products conveyed by the conveying unit.
- the weight sensor may be provided on a lower side of the conveying unit to measure weights for verifying the scanned products.
- the processor may identify the products using artificial intelligence learning data based on the barcodes and images of the products scanned through the scanning unit and the weights of the products measured through the weight sensor.
- the product sorting unit may be provided at a second point where the conveyance of products is ended by the conveying unit to sort the products into a first zone or a second zone based on a result of identifying the products.
- the checkout unit may calculate a total price by adding up a first price, which is a sum of prices of the products sorted into the first zone, and a second price, which is a sum of prices of the products sorted into the second zone and checked by an administrator.
- the conveying unit may not operate when it is not recognized that a product has been placed thereon through the product recognition unit, operate, when it is recognized that a product has been placed thereon, to convey the product, and stop its operation when it is not recognized that another product has been placed until a preset period of time has elapsed subsequent to being recognized that a product has been placed through the product recognition unit.
- FIG. 3 is a block diagram showing a configuration of a scanning unit in an unmanned store product checkout device according to one embodiment of the present disclosure.
- the scanning unit of the unmanned store product checkout device may include a barcode scanner 131 and an image scanner 132 .
- the barcode scanner may recognize barcodes of the products.
- the image scanner may scan images of the products to acquire image information.
- the processor may identify, when barcodes are recognized, the products as scanned products corresponding to identification information included in the barcodes, acquire, when the barcodes are not recognized, products names and text strings from the image information, and identify the products as scanned products based on the image information, product names, and text strings using artificial intelligence learning data,
- the processor may compare weights of the products measured using the weight sensor with weight information included in the product information corresponding to the scanned products, and transmit, when the products are verified as the scanned products as a result of the comparison, a first signal instructing the scanned products to be sent to a user to the product sorting unit, and transmit, when the products are not identified as the scanned products or are verified as not the scanned products as a result of the comparison, a second signal instructing the products to be sent to an administrator to the product sorting unit.
- the unmanned store product checkout device may include a second product recognition unit provided at a third point where products enter the first zone to recognize the products sorted by the product sorting unit to be sent to the first zone.
- the second product recognition unit may recognize products that have been sorted by the product sorting unit and then moved to the first zone, and count a number of products that have moved to the first zone.
- the unmanned store product checkout device may compare a number of times the first signal has been transmitted to be sent to the first zone through the processor with a number of products counted through the second product recognition unit, and prepare, when they are different as a result of the comparison, a list of products sorted to be sent to the first zone and transmit the list to the administrator terminal.
- the administrator may check the list through the administrator terminal, and check whether the products included in the list are sorted incorrectly.
- This may solve, when a product verified as a scanned product is incorrectly sorted into the second zone, the problem through the check procedure.
- FIG. 4 is a drawing showing a user movement path and an administrator's position in an unmanned store product checkout device according to one embodiment of the present disclosure.
- an unmanned store product checkout device in an unmanned store product checkout device according to one embodiment of the present disclosure, two devices may be placed side by side, and an administrator zone 410 may be located therebetween.
- a zone located next to the administrator zone may be a second zone, and a zone on an opposite side thereto may be a first zone.
- a user may place all the products the user wants to purchase on the conveying unit and then move along a movement path 420 through the first zone to the second zone to take the products the user has purchased.
- FIG. 5 is a block diagram showing entities for an unmanned store product checkout according to one embodiment of the present disclosure.
- entities for an unmanned store product checkout include an unmanned store product checkout device 100 , a user terminal 510 , and an administrator terminal 520 .
- the unmanned store product checkout device 100 may refer to a device that receives user information from the user terminal 510 , recognizes that products scanned by a scanning unit are purchased by a user using the user terminal, and calculates a total price.
- the unmanned store product checkout device 100 may be a device that provides the calculated total price to the user terminal 510 .
- the unmanned store product checkout device 100 may be a device that transmits information on unchecked products from among the scanned products to the administrator terminal 520 .
- the user terminal 510 may be a device that provides user information to the unmanned store product checkout device 100 .
- the user terminal 510 may be a device that receives a total price from the unmanned store product checkout device 100 .
- the administrator terminal 520 may be a device that receives information on unchecked products from among the scanned products from the unmanned store product checkout device 100 .
- the unmanned store product checkout device 100 and the user terminal 510 , and the unmanned store product checkout device 100 and the administrator terminal 520 may respectively be connected to each other through a communication network.
- the communication network refers to a connection path that allows data to be transmitted and received between the foregoing entities.
- the communication network may include wired networks such as local area networks (LANs), wide area networks (WANs), metropolitan area networks (MANs), and integrated service digital networks (ISDNs), or wireless networks such as wireless LANs, CDMAs, Bluetooths, and satellite communications, but the scope of the communication network applicable to the present disclosure is not limited thereto.
- FIG. 6 is an operation flowchart showing an unmanned store product checkout method according to another embodiment of the present disclosure.
- an unmanned store product checkout method may first receive user information from a user terminal (S 610 ).
- products placed on the conveying unit may be recognized through the product recognition unit (S 620 ).
- the products conveyed by the conveying unit may be scanned through the scanning unit (S 630 ).
- the barcodes may be scanned to acquire scanned product information corresponding to the barcodes, and when the barcodes of the product are not recognized, entire images of the products may be scanned to acquire image information.
- the products may be designated as unchecked products.
- the products may be verified based on a result of scanning the products, and the products may be sorted through a product sorting unit so as to allow the products to be sent to a user or administrator according to a result of the verification (S 640 ).
- a total price may be calculated by adding up prices of the sorted products through a checkout unit (S 650 ).
- the total price may be provided to the user terminal (S 660 ).
- FIG. 7 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- a product name of the product may be acquired from the image information (S 710 ).
- scanned product information corresponding to a product for which image information has been acquired based on the image information and the product name may be acquired using artificial intelligence learning data (S 720 ).
- the artificial intelligence learning data may include data learned from sizes of products, product names, and weights of products to be sold in the unmanned store.
- FIG. 8 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- an unmanned store product checkout method may first measure a weight of the product using a weight sensor (S 810 ).
- the weight information of the scanned product included in the scanned product information may be compared with the measured weight of the product (S 820 ).
- the product when the product is verified as the scanned product as a result of the comparison, the product may be sorted into a first zone so as to be sent to a user, and when the product is verified as a different product as a result of the comparison or when the product is an unchecked product, the product may be sorted into a second zone so as to be sent to an administrator (S 830 ).
- a number of products sorted into the second zone, device information, and the user information may be transmitted to the administrator terminal (S 840 ).
- the step S 650 may recognize that all products sorted into the first zone or the second zone have been purchased by the user, and calculate a third price by adding up both a first price, which is a sum of prices of the products sorted into the first zone and a second price, which is a sum of prices of the products sorted into the second zone.
- FIG. 9 is an operation flowchart showing an unmanned store product checkout method according to one embodiment of the present disclosure.
- an unmanned store product checkout method may first receive the user's member information generated by using the user information in the step S 610 .
- purchase points corresponding to the third price may be accumulated in member points included in member information (S 910 ).
- the step S 910 may assign additional purchase points at a preset first ratio corresponding to a ratio of a number of products whose barcodes are recognized through the scanning unit to a number of products purchased by the user.
- the step S 660 may provide a fourth price with a discount rate of a preset second ratio corresponding to a section including the membership points applied to the third price to the user terminal.
- a first product list for products sorted into the first zone and a second product list for products sorted into the second zone may be prepared, and the prepared first product list and second product list may be provided to a user terminal.
- the unmanned store product checkout device may first generate a first product list for products sorted into a first zone.
- a preset first or second mark may be displayed next to each product name included in the first product list.
- the first preset mark may denote that a barcode has been scanned through a barcode scanner to acquire scanned product information, and the barcode has been verified to match the acquired scanned product information.
- the preset second mark may denote that image information of a product is acquired through an image scanner, scanned product information is acquired based on the image information, and the image information has been verified to match the acquired scanned product information.
- the unmanned store product checkout device may generate a second product list for products sorted into a second zone when the products sorted into the second zone have been checked by an administrator.
- a preset third mark may be displayed next to each product name included in the second product list.
- the third preset mark may denote that the product is an unchecked product or a product that has been verified as a different product from the scanned product information and checked by the administrator.
- the step S 660 may provide, when providing a total price to the user terminal, the first product list and the second product list to the user terminal.
- the first product list and the second product list may include respective prices of products in the lists.
- This may allow the user to check the products whose barcodes have been scanned using a barcode scanner.
- the higher the percentage of products with scanned barcodes, the higher the membership points, and the higher the membership points, the higher the discount rate the user may be guided to place products on the conveying unit so as to allow the barcodes to be easily scanned. Accordingly, as the number of products with scanned barcodes increases, the number of products requiring a check by the administrator decreases, thereby having an effect of reducing a time required for a product checkout.
- FIG. 10 is a diagram showing a computer system according to one embodiment of the present disclosure.
- a device of providing a used goods transaction service using a smart box may be implemented in a computer system 1000 such as a computer-readable recording medium.
- the computer system 1000 may include one or more processors 1010 , a memory 1030 , a user interface input device 1040 , a user interface output device 1050 , and a storage 1060 that communicate with one another via a bus 1020 .
- the computer system 1000 may further include a network interface 1070 connected to a network 1080 .
- the processor 1010 may be a central processing unit or a semiconductor device that executes processing instructions stored in the memory 1030 or the storage 1060 .
- the memory 1030 and the storage 1060 may be various types of volatile or non-volatile storage media.
- the memory may include a ROM 1031 or a RAM 1032 .
- connection lines or connection members between elements shown in the drawings which are examples of functional connections and/or physical or circuital connections, may be represented by alternative or additional various functional connections, physical connections, or circuital connections in an actual device.
- an element is specifically described with the term such as “essential,” “important,” or the like, it may not be a necessary element for the application of the present disclosure.
- An unmanned store product checkout device provides an industrially applicable way of scanning products being conveyed, measuring weights thereof to identify the products, sorting the products based on a result of the identification, and calculating a total price so as to quickly and accurately check out the products.
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Abstract
Description
Claims (8)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| KR1020220049139A KR102500437B1 (en) | 2022-04-20 | 2022-04-20 | Method and apparatus for unmanned store merchandise counting |
| KR10-2022-0049139 | 2022-04-20 | ||
| PCT/KR2023/002998 WO2023204436A1 (en) | 2022-04-20 | 2023-03-06 | Method and apparatus for processing payments for products in unmanned store |
Publications (2)
| Publication Number | Publication Date |
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| US20250218258A1 US20250218258A1 (en) | 2025-07-03 |
| US12444279B2 true US12444279B2 (en) | 2025-10-14 |
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| US18/847,342 Active US12444279B2 (en) | 2022-04-20 | 2023-03-06 | Method and apparatus for processing payments for products in unmanned store |
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| US (1) | US12444279B2 (en) |
| EP (1) | EP4481656A4 (en) |
| JP (1) | JP7818863B2 (en) |
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| CN (1) | CN118891645A (en) |
| WO (1) | WO2023204436A1 (en) |
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| KR102500437B1 (en) * | 2022-04-20 | 2023-02-16 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR102660457B1 (en) * | 2023-05-10 | 2024-04-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR102660463B1 (en) * | 2023-05-10 | 2024-04-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR102660459B1 (en) * | 2023-05-10 | 2024-04-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR102660458B1 (en) * | 2023-05-10 | 2024-04-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR102660464B1 (en) * | 2023-05-10 | 2024-04-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| CN117132845B (en) * | 2023-10-27 | 2024-01-05 | 浙江由由科技有限公司 | Snack classification method by scanning code coordinated image recognition and checking through partition bars |
| KR20250093697A (en) * | 2023-12-15 | 2025-06-25 | 주식회사 지어소프트 | Method and apparatus for unmanned store merchandise counting |
| KR20260011253A (en) | 2024-07-15 | 2026-01-23 | 주식회사 먹구구독생활앤다되구렌탈 | Integrated management method for manned store and unmanned vending machine and system |
| KR20260011255A (en) | 2024-07-15 | 2026-01-23 | 주식회사 먹구구독생활앤다되구렌탈 | Integrated management method for shared facilities and unmanned store and system |
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|---|---|
| JP2025513102A (en) | 2025-04-23 |
| JP7818863B2 (en) | 2026-02-24 |
| US20250218258A1 (en) | 2025-07-03 |
| CN118891645A (en) | 2024-11-01 |
| WO2023204436A1 (en) | 2023-10-26 |
| EP4481656A1 (en) | 2024-12-25 |
| EP4481656A4 (en) | 2025-12-10 |
| KR102500437B1 (en) | 2023-02-16 |
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